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Best Productivity ResourcesBy Shushant LakhyaniVerified creator

Course

micrograd

A tiny scalar-valued autograd engine with a PyTorch-like API.

Visit micrograd4.8

  • Rating

    4.8 / 5

  • Pricing

    Free

  • Difficulty

    Intermediate

  • Works on

    Web

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What is micrograd?

micrograd is Andrej Karpathy's tiny autograd engine and neural net library — a few hundred lines that implement backpropagation over scalar values with a PyTorch-like API, built for teaching how neural networks really work.

Third-party open-source projects. We are not affiliated with their authors; repositories are provided as-is by their maintainers. Review each project's license, code and security before installing. See our Disclaimer.

Pros: what micrograd does well

  • The clearest way to learn backpropagation
  • Tiny, fully readable codebase
  • Pairs with a famous video lecture

Cons: where it falls short

  • Teaching tool, not for real training
  • Scalar-valued only — intentionally minimal

Who micrograd is for

Anyone who wants to understand neural nets from first principles.

Who can skip it

Teams looking for a production training framework.

Compare micrograd

See how micrograd stacks up, side by side, plus the lists it made.

micrograd alternatives

Not sold on micrograd? These do a similar job, and each card says what it has in common.

All Learning resources

ML From Scratch

Focus: machine learning, numpy and from scratch. Shares python and education with micrograd. Rated 4.7 (micrograd: 4.8).

CourseFreeWeb
4.7Visit

Spinning Up in Deep RL

Focus: reinforcement learning, openai and course. Shares education and open source with micrograd. Rated 4.7 (micrograd: 4.8).

CourseFreeWeb
4.7Visit

Train LLM From Scratch

Focus: llm, training and machine learning. Shares open source and education with micrograd. Rated 4.7 (micrograd: 4.8).

CourseFreeCross-Platform
4.7Visit

nanoGPT

Focus: gpt, llm and training. Shares karpathy and open source with micrograd. A framework, not a course. Adds macOS, Windows and Linux. Same 4.8 rating.

FrameworkFreemacOS, Windows
4.8Visit

Free alternatives to micrograd

Want to spend nothing? These free picks cover similar ground.

FinAI Research

Focus: finance, economics and research. Shares open source and python with micrograd. An AI tool, not a course. Adds macOS, Windows and Linux. Rated 4.2 (micrograd: 4.8).

AI ToolFreemacOS, Windows
4.2Visit

fast.ai

Focus: deep learning, machine learning and course. Shares python with micrograd. Same 4.8 rating.

CourseFreeWeb
4.8Visit
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